Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
powershell_heavy
windows_first
Summary
The documentation provides both Azure CLI (cross-platform) and PowerShell examples for creating VMs from generalized images in a gallery. However, the PowerShell examples are heavily Windows-centric, with parameters and configuration steps (e.g., Set-AzVMOperatingSystem -Windows) defaulting to Windows VM creation. There are no equivalent PowerShell examples for Linux VM creation, and the full parameter set for PowerShell only demonstrates Windows VM configuration. Additionally, in PowerShell examples, Windows VM creation is shown first and exclusively, while Linux VM creation is only covered in CLI and REST examples.
Recommendations
  • Add PowerShell examples for creating Linux VMs from generalized images, including the use of Set-AzVMOperatingSystem -Linux and SSH key configuration.
  • In PowerShell sections, clarify how to adapt the examples for Linux VMs, including differences in credential handling and network security rules (e.g., SSH port 22 instead of RDP port 3389).
  • Ensure that both Windows and Linux VM creation are equally represented in all code samples and explanations, especially in PowerShell sections.
  • Consider presenting Linux and Windows examples side-by-side or clearly labeling them to improve parity and reduce friction for Linux users.
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Scan History

Date Scan Status Result
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Biased Biased
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-27 00:00 #308 completed Biased Biased
2026-01-26 00:00 #304 completed Biased Biased
2026-01-24 00:00 #296 completed Biased Biased
2026-01-23 00:00 #292 failed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets